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Peiyuan Zhu

3 accepted papers

2026

Controllable Video Generation with Provable Disentanglement

ICLR 2026poster

Controllable video generation remains a significant challenge, despite recent advances in generating high-quality and consistent videos. Most existing methods for controlling video generation treat the video as a whole, neglecting intricate fine-grained spatiotemporal relationships, which limits bot…

Cited by 0SourceScholar
2025

CausalVerse: Benchmarking Causal Representation Learning with Configurable High-Fidelity Simulations

NeurIPS 2025spotlight

Causal Representation Learning (CRL) aims to uncover the data-generating process and identify the underlying causal variables and relations, whose evaluation remains inherently challenging due to the requirement of known ground-truth causal variables and causal structure. Existing evaluations often…

Cited by 0SourcecodeScholar